Choosing an AI Virtual Try-On Vendor: A Buyer's Checklist
The market has apparel-only specialists, jewellery-only specialists, and generalists — a practical checklist for evaluating any of them.
Start with vertical fit, not the demo reel
The virtual try-on market has split into specialists: some vendors are built for Western-cut apparel and cosmetics, some are jewellery-only, and few cover Indian ethnic wear — sarees, lehengas, bridal sets — and fine jewellery together. A polished demo on a generic t-shirt or a Western-style dress tells you very little about how a vendor's engine will handle a six-metre saree drape or a temple-jewellery choker. Ask specifically about the categories your store actually sells.
Test on your own catalogue and your own customers
Any vendor demo will look good on curated sample pieces under ideal lighting. Insist on seeing it work on a handful of your actual SKUs, on real staff or customers of varying body types, under your store's real lighting — not a controlled studio environment. This is the single most reliable way to separate a vendor that will hold up on your sales floor from one that only demos well.
Ask about onboarding time and ongoing catalogue updates
A try-on system is only as useful as the fraction of your catalogue it actually covers. Ask exactly how new SKUs get onboarded, how long it takes per piece, and who does the work — you, or the vendor. A system that takes weeks per new collection isn't going to keep up with a fast-moving showroom.
Check the platform fit, not just the technology
Decide where you actually need this to run before comparing vendors: a full-length in-store kiosk, a countertop tablet, a web widget for your e-commerce store, or some combination. A vendor strong in one form factor isn't automatically strong in the others — Neuraa runs the same engine across all three, which matters if you expect to expand from one to another later without re-platforming.